{"id":"W1796518311","doi":"10.1023/a:1020186505848","title":"Controlling the Physical Behavior and Biological Performance of Liposome Formulations Through Use of Surface Grafted Poly(ethylene Glycol)","year":2002,"lang":"en","type":"review","venue":"Bioscience Reports","topic":"Polymer Surface Interaction Studies","field":"Materials Science","cited_by":387,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency; Celator Pharmaceuticals (Canada); University of British Columbia","funders":"","keywords":"PEG ratio; Ethylene glycol; Polymer; Liposome; Biophysics; In vivo; Chemistry; Protein adsorption; Adsorption; Chemical engineering; Materials science; Combinatorial chemistry; Organic chemistry; Biochemistry; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005213597,0.0003705212,0.001463568,0.00007562977,0.0002971069,0.00007775642,0.0003069208,0.0001588953,0.00003121086],"category_scores_gemma":[0.0003865539,0.0002100517,0.0002975336,0.0005904488,0.001172088,0.000715916,0.0002901313,0.0002012275,0.000007144607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005633915,"about_ca_system_score_gemma":0.0001306817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000170113,"about_ca_topic_score_gemma":0.000004130857,"domain_scores_codex":[0.9970219,0.0001675368,0.001223038,0.0006353438,0.0005566326,0.000395537],"domain_scores_gemma":[0.9965674,0.0007578085,0.001750535,0.0006545653,0.0001973322,0.00007231362],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001361554,0.002863406,0.02128055,0.007953087,0.0004178968,0.0003025057,0.003642293,0.000192282,0.5003085,0.0006133129,0.0002394129,0.4620506],"study_design_scores_gemma":[0.0008825187,0.002096855,0.01564552,0.01694288,0.003904194,0.004031373,0.0003328332,0.001800204,0.1677684,0.0001106425,0.7829707,0.003513857],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.4975387,0.5012544,0.00002813602,0.00001703575,0.0004479561,0.0005840262,0.00007981355,0.00003178157,0.00001816097],"genre_scores_gemma":[0.379452,0.6197491,0.0005853949,0.0000112561,0.00003838809,0.00005734688,0.000004279184,0.00001437731,0.00008779943],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7827313,"threshold_uncertainty_score":0.856566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1379513545847185,"score_gpt":0.3558680617902112,"score_spread":0.2179167072054928,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}